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Deep learning in remote sensing: A comprehensive review and list of resources

Cultural Transformation in the Geoscience Community AND Program Evaluation

Mou L, Tuia D, Xia GS, Zhang L, Zhu XX.
GSID: 5f-yhk8p_T4J
XX Zhu, D Tuia, L Mou, GS Xia, L Zhang… - IEEE Geoscience …, 2017 - ieeexplore.ieee.org

Central to the looming paradigm shift toward data-intensive science, machine-learning techniques are becoming increasingly important. In particular, deep learning has proven to be both a major breakthrough and an extremely powerful tool in many fields. Shall we embrace deep...

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Zhu, X. X., Tuia, D., Mou, L., Xia, G. S., Zhang, L., Xu, F., & Fraundorfer, F. (2017). Deep learning in remote sensing: A comprehensive review and list of resources. IEEE Geoscience and Remote Sensing Magazine, 5(4), 8-36.
Zhu, Xiao Xiang, et al. "Deep learning in remote sensing: A comprehensive review and list of resources." IEEE Geoscience and Remote Sensing Magazine 5.4 (2017): 8-36.
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Composite materials with enhanced dimensionless Young's modulus and desired Poisson's ratio.

Scientific reports

Zhu HX, Fan TX, Zhang D.
PMID: 26359910
Sci Rep. 2015 Sep 11;5:14103. doi: 10.1038/srep14103.

We have designed a new type of composite materials which not only has a Young's modulus much larger than the Voigt limit, but also is always nearly isotropic. Moreover, its Poisson's ratio can be designed at a desired value,...

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Zhu HX, Fan TX, Zhang D. Composite materials with enhanced dimensionless Young's modulus and desired Poisson's ratio. Sci Rep. 2015;5:14103doi: 10.1038/srep14103.
Zhu, H. X., Fan, T. X., & Zhang, D. (2015). Composite materials with enhanced dimensionless Young's modulus and desired Poisson's ratio. Scientific reports, 514103. https://doi.org/10.1038/srep14103
Zhu, H X, et al. "Composite materials with enhanced dimensionless Young's modulus and desired Poisson's ratio." Scientific reports vol. 5 (2015): 14103. doi: https://doi.org/10.1038/srep14103
Zhu HX, Fan TX, Zhang D. Composite materials with enhanced dimensionless Young's modulus and desired Poisson's ratio. Sci Rep. 2015 Sep 11;5:14103. doi: 10.1038/srep14103. PMID: 26359910; PMCID: PMC4566127.
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Enantioselective Synthesis of gem-Diaryl Benzofuran-3(2H)-ones via One-Pot Asymmetric Rhodium/Palladium Relay Catalysis.

Organic letters

Zhang ZF, Zhu DX, Chen WW, Xu B, Xu MH.
PMID: 28485148
Org Lett. 2017 May 19;19(10):2726-2729. doi: 10.1021/acs.orglett.7b01070. Epub 2017 May 09.

An asymmetric dual-metal relay catalysis strategy that combines Rh/chiral sulfur-olefin-catalyzed enantioselective 1,2-addition with a Pd-catalyzed intramolecular C-O coupling has been developed. The method allows rapid and efficient synthesis of quaternary carbon-containing gem-diaryl benzofuran-3(2H)-ones in good yields in a highly...

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Zhang ZF, Zhu DX, Chen WW, et al. Enantioselective Synthesis of gem-Diaryl Benzofuran-3(2H)-ones via One-Pot Asymmetric Rhodium/Palladium Relay Catalysis. Org Lett. 2017;19(10):2726-2729doi: 10.1021/acs.orglett.7b01070.
Zhang, Z. F., Zhu, D. X., Chen, W. W., Xu, B., & Xu, M. H. (2017). Enantioselective Synthesis of gem-Diaryl Benzofuran-3(2H)-ones via One-Pot Asymmetric Rhodium/Palladium Relay Catalysis. Organic letters, 19(10), 2726-2729. https://doi.org/10.1021/acs.orglett.7b01070
Zhang, Zong-Feng, et al. "Enantioselective Synthesis of gem-Diaryl Benzofuran-3(2H)-ones via One-Pot Asymmetric Rhodium/Palladium Relay Catalysis." Organic letters vol. 19,10 (2017): 2726-2729. doi: https://doi.org/10.1021/acs.orglett.7b01070
Zhang ZF, Zhu DX, Chen WW, Xu B, Xu MH. Enantioselective Synthesis of gem-Diaryl Benzofuran-3(2H)-ones via One-Pot Asymmetric Rhodium/Palladium Relay Catalysis. Org Lett. 2017 May 19;19(10):2726-2729. doi: 10.1021/acs.orglett.7b01070. Epub 2017 May 09. PMID: 28485148.
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A Chinese Pane-Like 2D Metal-Organic Framework Showing Magnetic Relaxation and Luminescence Dual-Functions.

Scientific reports

Liu CM, Zhang DQ, Hao X, Zhu DB.
PMID: 28894130
Sci Rep. 2017 Sep 11;7(1):11156. doi: 10.1038/s41598-017-11006-5.

The discovery of graphene kicked off the curtain of atom-type two-dimensional (2D) materials. Layered metal-organic frameworks (MOFs) as parallel molecule-based 2D materials are more designable and more diverse, and magnetism may be induced by their metal ion nodes. However,...

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Liu CM, Zhang DQ, Hao X, et al. A Chinese Pane-Like 2D Metal-Organic Framework Showing Magnetic Relaxation and Luminescence Dual-Functions. Sci Rep. 2017;7(1):11156doi: 10.1038/s41598-017-11006-5.
Liu, C. M., Zhang, D. Q., Hao, X., & Zhu, D. B. (2017). A Chinese Pane-Like 2D Metal-Organic Framework Showing Magnetic Relaxation and Luminescence Dual-Functions. Scientific reports, 7(1), 11156. https://doi.org/10.1038/s41598-017-11006-5
Liu, Cai-Ming, et al. "A Chinese Pane-Like 2D Metal-Organic Framework Showing Magnetic Relaxation and Luminescence Dual-Functions." Scientific reports vol. 7,1 (2017): 11156. doi: https://doi.org/10.1038/s41598-017-11006-5
Liu CM, Zhang DQ, Hao X, Zhu DB. A Chinese Pane-Like 2D Metal-Organic Framework Showing Magnetic Relaxation and Luminescence Dual-Functions. Sci Rep. 2017 Sep 11;7(1):11156. doi: 10.1038/s41598-017-11006-5. PMID: 28894130; PMCID: PMC5594028.
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[Current status of percutaneous pulmonary valve implantation: indications and timing of the procedure].

Zhonghua xin xue guan bing za zhi

Pan WZ, Zhou DX, Ge JB.
PMID: 27530955
Zhonghua Xin Xue Guan Bing Za Zhi. 2016 Jul 24;44(7):639-41. doi: 10.3760/cma.j.issn.0253-3758.2016.07.019.

No abstract available.

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Pan WZ, Zhou DX, Ge JB. [Current status of percutaneous pulmonary valve implantation: indications and timing of the procedure]. Zhonghua Xin Xue Guan Bing Za Zhi. 2016;44(7):639-41doi: 10.3760/cma.j.issn.0253-3758.2016.07.019.
Pan, W. Z., Zhou, D. X., & Ge, J. B. (2016). [Current status of percutaneous pulmonary valve implantation: indications and timing of the procedure]. Zhonghua xin xue guan bing za zhi, 44(7), 639-41. https://doi.org/10.3760/cma.j.issn.0253-3758.2016.07.019
Pan, W Z, et al. "[Current status of percutaneous pulmonary valve implantation: indications and timing of the procedure]." Zhonghua xin xue guan bing za zhi vol. 44,7 (2016): 639-41. doi: https://doi.org/10.3760/cma.j.issn.0253-3758.2016.07.019
Pan WZ, Zhou DX, Ge JB. [Current status of percutaneous pulmonary valve implantation: indications and timing of the procedure]. Zhonghua Xin Xue Guan Bing Za Zhi. 2016 Jul 24;44(7):639-41. doi: 10.3760/cma.j.issn.0253-3758.2016.07.019. Chinese. PMID: 27530955.
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Epidemiologic characteristics and outcomes of open globe injury in Shanghai.

International journal of ophthalmology

Ji YR, Zhu DQ, Zhou HF, Fan XQ.
PMID: 28861358
Int J Ophthalmol. 2017 Aug 18;10(8):1295-1300. doi: 10.18240/ijo.2017.08.18. eCollection 2017.

AIM: To investigate the epidemiologic characteristics and outcomes of open globe injury in Shanghai.METHODS: A retrospective study was conducted for 148 unilateral open globe injury cases presenting to a tertiary referral hospital of Shanghai. Electronic medical records were reviewed...

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Ji YR, Zhu DQ, Zhou HF, et al. Epidemiologic characteristics and outcomes of open globe injury in Shanghai. Int J Ophthalmol. 2017;10(8):1295-1300doi: 10.18240/ijo.2017.08.18.
Ji, Y. R., Zhu, D. Q., Zhou, H. F., & Fan, X. Q. (2017). Epidemiologic characteristics and outcomes of open globe injury in Shanghai. International journal of ophthalmology, 10(8), 1295-1300. https://doi.org/10.18240/ijo.2017.08.18
Ji, Yong-Rong, et al. "Epidemiologic characteristics and outcomes of open globe injury in Shanghai." International journal of ophthalmology vol. 10,8 (2017): 1295-1300. doi: https://doi.org/10.18240/ijo.2017.08.18
Ji YR, Zhu DQ, Zhou HF, Fan XQ. Epidemiologic characteristics and outcomes of open globe injury in Shanghai. Int J Ophthalmol. 2017 Aug 18;10(8):1295-1300. doi: 10.18240/ijo.2017.08.18. eCollection 2017. PMID: 28861358; PMCID: PMC5554851.
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Temperature-tunable Fano resonance induced by strong coupling between Weyl fermions and phonons in TaAs.

Nature communications

Xu B, Dai YM, Zhao LX, Wang K, Yang R, Zhang W, Liu JY, Xiao H, Chen GF, Trugman SA, Zhu JX, Taylor AJ, Yarotski DA, Prasankumar RP, Qiu XG.
PMID: 28358027
Nat Commun. 2017 Mar 30;8:14933. doi: 10.1038/ncomms14933.

Strong coupling between discrete phonon and continuous electron-hole pair excitations can induce a pronounced asymmetry in the phonon line shape, known as the Fano resonance. This effect has been observed in various systems. Here we reveal explicit evidence for...

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Xu B, Dai YM, Zhao LX, et al. Temperature-tunable Fano resonance induced by strong coupling between Weyl fermions and phonons in TaAs. Nat Commun. 2017;8:14933doi: 10.1038/ncomms14933.
Xu, B., Dai, Y. M., Zhao, L. X., Wang, K., Yang, R., Zhang, W., Liu, J. Y., Xiao, H., Chen, G. F., Trugman, S. A., Zhu, J. X., Taylor, A. J., Yarotski, D. A., Prasankumar, R. P., & Qiu, X. G. (2017). Temperature-tunable Fano resonance induced by strong coupling between Weyl fermions and phonons in TaAs. Nature communications, 814933. https://doi.org/10.1038/ncomms14933
Xu, B, et al. "Temperature-tunable Fano resonance induced by strong coupling between Weyl fermions and phonons in TaAs." Nature communications vol. 8 (2017): 14933. doi: https://doi.org/10.1038/ncomms14933
Xu B, Dai YM, Zhao LX, Wang K, Yang R, Zhang W, Liu JY, Xiao H, Chen GF, Trugman SA, Zhu JX, Taylor AJ, Yarotski DA, Prasankumar RP, Qiu XG. Temperature-tunable Fano resonance induced by strong coupling between Weyl fermions and phonons in TaAs. Nat Commun. 2017 Mar 30;8:14933. doi: 10.1038/ncomms14933. PMID: 28358027; PMCID: PMC5379101.
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Riociguat for the treatment of pulmonary hypertension: Chinese subgroup analyses and comparison.

Heart Asia

Wang C, Jing ZC, Huang YG, Zhou DX, Liu ZH, Meier C, Nikkho S, Curram J, Zhang P, He JG.
PMID: 27326239
Heart Asia. 2016 May 17;8(1):74-82. doi: 10.1136/heartasia-2015-010712. eCollection 2016.

OBJECTIVE: PATENT-1 and CHEST-1 were pivotal, international phase III trials assessing riociguat for pulmonary arterial hypertension (PAH) and chronic thromboembolic pulmonary hypertension (CTEPH). Here we compare Chinese patients from these studies with the overall populations, and report the clinical...

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Wang C, Jing ZC, Huang YG, et al. Riociguat for the treatment of pulmonary hypertension: Chinese subgroup analyses and comparison. Heart Asia. 2016;8(1):74-82doi: 10.1136/heartasia-2015-010712.
Wang, C., Jing, Z. C., Huang, Y. G., Zhou, D. X., Liu, Z. H., Meier, C., Nikkho, S., Curram, J., Zhang, P., & He, J. G. (2016). Riociguat for the treatment of pulmonary hypertension: Chinese subgroup analyses and comparison. Heart Asia, 8(1), 74-82. https://doi.org/10.1136/heartasia-2015-010712
Wang, Chen, et al. "Riociguat for the treatment of pulmonary hypertension: Chinese subgroup analyses and comparison." Heart Asia vol. 8,1 (2016): 74-82. doi: https://doi.org/10.1136/heartasia-2015-010712
Wang C, Jing ZC, Huang YG, Zhou DX, Liu ZH, Meier C, Nikkho S, Curram J, Zhang P, He JG. Riociguat for the treatment of pulmonary hypertension: Chinese subgroup analyses and comparison. Heart Asia. 2016 May 17;8(1):74-82. doi: 10.1136/heartasia-2015-010712. eCollection 2016. PMID: 27326239; PMCID: PMC4898635.
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Increased high mobility group A 2 expression promotes transition of cervical intraepithelial neoplasm into cervical cancer.

Oncotarget

Wang L, Shen H, Zhu D, Feng B, Yu L, Tian X, Ren C, Gao C, Li X, Ma D, Hu Z, Wang H.
PMID: 29487700
Oncotarget. 2018 Jan 09;9(8):7891-7901. doi: 10.18632/oncotarget.24080. eCollection 2018 Jan 30.

Integration of the high risk human papillomavirus (HR-HPV) genome into host chromatin is an important step in cervical carcinogenesis. We identified HR-HPV integration sites within the human genome through detection of integrated papillomavirus sequences-PCR and assessed the role of...

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Wang L, Shen H, Zhu D, et al. Increased high mobility group A 2 expression promotes transition of cervical intraepithelial neoplasm into cervical cancer. Oncotarget. 2018;9(8):7891-7901doi: 10.18632/oncotarget.24080.
Wang, L., Shen, H., Zhu, D., Feng, B., Yu, L., Tian, X., Ren, C., Gao, C., Li, X., Ma, D., Hu, Z., & Wang, H. (2018). Increased high mobility group A 2 expression promotes transition of cervical intraepithelial neoplasm into cervical cancer. Oncotarget, 9(8), 7891-7901. https://doi.org/10.18632/oncotarget.24080
Wang, Liming, et al. "Increased high mobility group A 2 expression promotes transition of cervical intraepithelial neoplasm into cervical cancer." Oncotarget vol. 9,8 (2018): 7891-7901. doi: https://doi.org/10.18632/oncotarget.24080
Wang L, Shen H, Zhu D, Feng B, Yu L, Tian X, Ren C, Gao C, Li X, Ma D, Hu Z, Wang H. Increased high mobility group A 2 expression promotes transition of cervical intraepithelial neoplasm into cervical cancer. Oncotarget. 2018 Jan 09;9(8):7891-7901. doi: 10.18632/oncotarget.24080. eCollection 2018 Jan 30. PMID: 29487700; PMCID: PMC5814267.
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Capsaicin reverses the inhibitory effect of licochalcone A/β-Arbutin on tyrosinase expression in b16 mouse melanoma cells.

Pharmacognosy magazine

Hong JH, Chen HJ, Xiang SJ, Cao SW, An BC, Ruan SF, Zhang B, Weng LD, Zhu HX, Liu Q.
PMID: 29576710
Pharmacogn Mag. 2018 Jan-Mar;14(53):110-115. doi: 10.4103/pm.pm_103_17. Epub 2018 Feb 20.

INTRODUCTION: Melanin is synthesized by melanocytes, which are located in the basal layer of the skin. After synthesis, melanin is further deposited on the surface of the skin to form black spots or chloasma. Tyrosinase is a rate-limiting enzyme...

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Hong JH, Chen HJ, Xiang SJ, et al. Capsaicin reverses the inhibitory effect of licochalcone A/β-Arbutin on tyrosinase expression in b16 mouse melanoma cells. Pharmacogn Mag. 2018;14(53):110-115doi: 10.4103/pm.pm_103_17.
Hong, J. H., Chen, H. J., Xiang, S. J., Cao, S. W., An, B. C., Ruan, S. F., Zhang, B., Weng, L. D., Zhu, H. X., & Liu, Q. (2018). Capsaicin reverses the inhibitory effect of licochalcone A/β-Arbutin on tyrosinase expression in b16 mouse melanoma cells. Pharmacognosy magazine, 14(53), 110-115. https://doi.org/10.4103/pm.pm_103_17
Hong, Jun-Hui, et al. "Capsaicin reverses the inhibitory effect of licochalcone A/β-Arbutin on tyrosinase expression in b16 mouse melanoma cells." Pharmacognosy magazine vol. 14,53 (2018): 110-115. doi: https://doi.org/10.4103/pm.pm_103_17
Hong JH, Chen HJ, Xiang SJ, Cao SW, An BC, Ruan SF, Zhang B, Weng LD, Zhu HX, Liu Q. Capsaicin reverses the inhibitory effect of licochalcone A/β-Arbutin on tyrosinase expression in b16 mouse melanoma cells. Pharmacogn Mag. 2018 Jan-Mar;14(53):110-115. doi: 10.4103/pm.pm_103_17. Epub 2018 Feb 20. PMID: 29576710; PMCID: PMC5858230.
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Integrative Genomic Analysis of Cholangiocarcinoma Identifies Distinct IDH-Mutant Molecular Profiles.

Cell reports

Farshidfar F, Zheng S, Gingras MC, Newton Y, Shih J, Robertson AG, Hinoue T, Hoadley KA, Gibb EA, Roszik J, Covington KR, Wu CC, Shinbrot E, Stransky N, Hegde A, Yang JD, Reznik E, Sadeghi S, Pedamallu CS, Ojesina AI, Hess JM, Auman JT, Rhie SK, Bowlby R, Borad MJ, Zhu AX, Stuart JM, Sander C, Akbani R, Cherniack AD, Deshpande V, Mounajjed T, Foo WC, Torbenson MS, Kleiner DE, Laird PW, Wheeler DA, McRee AJ, Bathe OF, Andersen JB, Bardeesy N, Roberts LR, Kwong LN.
PMID: 28658632
Cell Rep. 2017 Jun 27;19(13):2878-2880. doi: 10.1016/j.celrep.2017.06.008.

No abstract available.

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Farshidfar F, Zheng S, Gingras MC, et al. Integrative Genomic Analysis of Cholangiocarcinoma Identifies Distinct IDH-Mutant Molecular Profiles. Cell Rep. 2017;19(13):2878-2880doi: 10.1016/j.celrep.2017.06.008.
Farshidfar, F., Zheng, S., Gingras, M. C., Newton, Y., Shih, J., Robertson, A. G., Hinoue, T., Hoadley, K. A., Gibb, E. A., Roszik, J., Covington, K. R., Wu, C. C., Shinbrot, E., Stransky, N., Hegde, A., Yang, J. D., Reznik, E., Sadeghi, S., Pedamallu, C. S., Ojesina, A. I., Hess, J. M., Auman, J. T., Rhie, S. K., Bowlby, R., Borad, M. J., Zhu, A. X., Stuart, J. M., Sander, C., Akbani, R., Cherniack, A. D., Deshpande, V., Mounajjed, T., Foo, W. C., Torbenson, M. S., Kleiner, D. E., Laird, P. W., Wheeler, D. A., McRee, A. J., Bathe, O. F., Andersen, J. B., Bardeesy, N., Roberts, L. R., & Kwong, L. N. (2017). Integrative Genomic Analysis of Cholangiocarcinoma Identifies Distinct IDH-Mutant Molecular Profiles. Cell reports, 19(13), 2878-2880. https://doi.org/10.1016/j.celrep.2017.06.008
Farshidfar, Farshad, et al. "Integrative Genomic Analysis of Cholangiocarcinoma Identifies Distinct IDH-Mutant Molecular Profiles." Cell reports vol. 19,13 (2017): 2878-2880. doi: https://doi.org/10.1016/j.celrep.2017.06.008
Farshidfar F, Zheng S, Gingras MC, Newton Y, Shih J, Robertson AG, Hinoue T, Hoadley KA, Gibb EA, Roszik J, Covington KR, Wu CC, Shinbrot E, Stransky N, Hegde A, Yang JD, Reznik E, Sadeghi S, Pedamallu CS, Ojesina AI, Hess JM, Auman JT, Rhie SK, Bowlby R, Borad MJ, Zhu AX, Stuart JM, Sander C, Akbani R, Cherniack AD, Deshpande V, Mounajjed T, Foo WC, Torbenson MS, Kleiner DE, Laird PW, Wheeler DA, McRee AJ, Bathe OF, Andersen JB, Bardeesy N, Roberts LR, Kwong LN. Integrative Genomic Analysis of Cholangiocarcinoma Identifies Distinct IDH-Mutant Molecular Profiles. Cell Rep. 2017 Jun 27;19(13):2878-2880. doi: 10.1016/j.celrep.2017.06.008. PMID: 28658632; PMCID: PMC6141445.
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A 3D MOF constructed from dysprosium(III) oxalate and capping ligands: ferromagnetic coupling and field-induced two-step magnetic relaxation.

Chemical communications (Cambridge, England)

Liu CM, Zhang DQ, Zhu DB.
PMID: 26961387
Chem Commun (Camb). 2016 Apr 04;52(26):4804-7. doi: 10.1039/c6cc00498a. Epub 2016 Mar 10.

A novel 3D MOF based on dysprosium(iii) oxalate and 1,10-phenanthroline (phen), {[Dy(C2O4)1.5phen]·0.5H2O}n (1), has been hydrothermally synthesized. The Dy(3+) ion acts as a typical Y-shaped node, linking to each other to generate an interesting 3D topology structure. Complex 1...

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Liu CM, Zhang DQ, Zhu DB. A 3D MOF constructed from dysprosium(III) oxalate and capping ligands: ferromagnetic coupling and field-induced two-step magnetic relaxation. Chem Commun (Camb). 2016;52(26):4804-7doi: 10.1039/c6cc00498a.
Liu, C. M., Zhang, D. Q., & Zhu, D. B. (2016). A 3D MOF constructed from dysprosium(III) oxalate and capping ligands: ferromagnetic coupling and field-induced two-step magnetic relaxation. Chemical communications (Cambridge, England), 52(26), 4804-7. https://doi.org/10.1039/c6cc00498a
Liu, Cai-Ming, et al. "A 3D MOF constructed from dysprosium(III) oxalate and capping ligands: ferromagnetic coupling and field-induced two-step magnetic relaxation." Chemical communications (Cambridge, England) vol. 52,26 (2016): 4804-7. doi: https://doi.org/10.1039/c6cc00498a
Liu CM, Zhang DQ, Zhu DB. A 3D MOF constructed from dysprosium(III) oxalate and capping ligands: ferromagnetic coupling and field-induced two-step magnetic relaxation. Chem Commun (Camb). 2016 Apr 04;52(26):4804-7. doi: 10.1039/c6cc00498a. Epub 2016 Mar 10. PMID: 26961387.
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